{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8a4d04bf-946f-4794-89f3-6c2c15f5a5ad",
   "metadata": {},
   "source": [
    "# Forecast power consumption production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d6ffd671-853e-4072-af83-1544a8a631a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: prophet in /opt/conda/lib/python3.11/site-packages (1.1.5)\n",
      "Requirement already satisfied: cmdstanpy>=1.0.4 in /opt/conda/lib/python3.11/site-packages (from prophet) (1.2.2)\n",
      "Requirement already satisfied: numpy>=1.15.4 in /opt/conda/lib/python3.11/site-packages (from prophet) (1.24.4)\n",
      "Requirement already satisfied: matplotlib>=2.0.0 in /opt/conda/lib/python3.11/site-packages (from prophet) (3.8.0)\n",
      "Requirement already satisfied: pandas>=1.0.4 in /opt/conda/lib/python3.11/site-packages (from prophet) (2.1.1)\n",
      "Requirement already satisfied: holidays>=0.25 in /opt/conda/lib/python3.11/site-packages (from prophet) (0.48)\n",
      "Requirement already satisfied: tqdm>=4.36.1 in /opt/conda/lib/python3.11/site-packages (from prophet) (4.66.1)\n",
      "Requirement already satisfied: importlib-resources in /opt/conda/lib/python3.11/site-packages (from prophet) (6.1.0)\n",
      "Requirement already satisfied: stanio<2.0.0,>=0.4.0 in /opt/conda/lib/python3.11/site-packages (from cmdstanpy>=1.0.4->prophet) (0.5.0)\n",
      "Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.11/site-packages (from holidays>=0.25->prophet) (2.8.2)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib>=2.0.0->prophet) (1.1.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.11/site-packages (from matplotlib>=2.0.0->prophet) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib>=2.0.0->prophet) (4.43.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib>=2.0.0->prophet) (1.4.5)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib>=2.0.0->prophet) (23.2)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib>=2.0.0->prophet) (10.1.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib>=2.0.0->prophet) (3.1.1)\n",
      "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.0.4->prophet) (2023.3.post1)\n",
      "Requirement already satisfied: tzdata>=2022.1 in /opt/conda/lib/python3.11/site-packages (from pandas>=1.0.4->prophet) (2023.3)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.11/site-packages (from python-dateutil->holidays>=0.25->prophet) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cffbc58d-e541-46d8-acc8-e7c3f5e3caff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "337d2b6a-eecb-4b2d-997d-a90e667bcde6",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0d302fc5-23da-42e8-bc41-93d46da22963",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('data_AEP.csv')\n",
    "df = df.rename(columns={'Datetime': 'ds', 'AEP_MW': 'y'})\n",
    "df = df[0:3000]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06c3da49-2267-40b0-9479-781b80f0e078",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c317e6e4-e405-455a-8b94-dd528b591ca6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>15781.056667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2320.751560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10263.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>14122.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>15679.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>17250.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>22577.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  y\n",
       "count   3000.000000\n",
       "mean   15781.056667\n",
       "std     2320.751560\n",
       "min    10263.000000\n",
       "25%    14122.750000\n",
       "50%    15679.500000\n",
       "75%    17250.500000\n",
       "max    22577.000000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "681becfc-9307-4338-ae58-3a2f7d6c885e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['y'].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c24a146-56a3-4ba5-8918-22261cf21b69",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "41ee1253-e618-4258-a6db-e8855b857853",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "09:18:56 - cmdstanpy - INFO - Chain [1] start processing\n",
      "09:18:58 - cmdstanpy - INFO - Chain [1] done processing\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x7f84316f0b90>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from prophet import Prophet\n",
    "period = int(24) # hours\n",
    "m = Prophet()\n",
    "m.fit(df[:-1*period])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b704e666-a8e5-4c93-b66c-aa30daab4e44",
   "metadata": {},
   "outputs": [],
   "source": [
    "future = m.make_future_dataframe(periods=period,freq='h',include_history=False)\n",
    "forecast = m.predict(future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9c768b66-e030-45c7-8d3b-c854988aba29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Python\n",
    "import matplotlib.pyplot as plt\n",
    "y_hat= forecast[['yhat']].values\n",
    "y_test = df[-1*period:][[\"y\"]].values\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(y_hat,'g', label=f\"predicted {int(y_hat.mean())}\")\n",
    "plt.plot(y_test,'ko-', label=f\"real  {int(y_test.mean())}\")\n",
    "plt.legend()\n",
    "plt.xlabel('hours')\n",
    "plt.ylabel('LV ActivePower (kW)')\n",
    "plt.ylim(0,22000)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1812ec03-60c7-4848-8501-909448e7f887",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5939208139325305"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score\n",
    "r2_score(y_test, y_hat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb4ac3a5-e20d-44b6-8521-9269b9a26f7c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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